Dataset statistics
| Number of variables | 20 |
|---|---|
| Number of observations | 6672 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 1.1 MiB |
| Average record size in memory | 168.0 B |
Variable types
| Numeric | 20 |
|---|
id has unique values | Unique |
payments has unique values | Unique |
min_pay has unique values | Unique |
one_purchases has 2149 (32.2%) zeros | Zeros |
install_purchases has 1784 (26.7%) zeros | Zeros |
cash_adv has 4430 (66.4%) zeros | Zeros |
one_purchases_freq has 2149 (32.2%) zeros | Zeros |
purchases_install_freq has 1784 (26.7%) zeros | Zeros |
cash_adv_freq has 4430 (66.4%) zeros | Zeros |
cash_adv_TRX has 4430 (66.4%) zeros | Zeros |
prc_full_pay has 4022 (60.3%) zeros | Zeros |
Reproduction
| Analysis started | 2023-01-17 17:17:04.887373 |
|---|---|
| Analysis finished | 2023-01-17 17:18:11.852311 |
| Duration | 1 minute and 6.96 seconds |
| Software version | pandas-profiling vv3.6.2 |
| Download configuration | config.json |
id
Real number (ℝ)
| Distinct | 6672 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14573.142 |
| Minimum | 10001 |
|---|---|
| Maximum | 19190 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 104.2 KiB |
Quantile statistics
| Minimum | 10001 |
|---|---|
| 5-th percentile | 10469.55 |
| Q1 | 12260.5 |
| median | 14555 |
| Q3 | 16903.5 |
| 95-th percentile | 18711.45 |
| Maximum | 19190 |
| Range | 9189 |
| Interquartile range (IQR) | 4643 |
Descriptive statistics
| Standard deviation | 2656.2514 |
|---|---|
| Coefficient of variation (CV) | 0.18227033 |
| Kurtosis | -1.2141426 |
| Mean | 14573.142 |
| Median Absolute Deviation (MAD) | 2327.5 |
| Skewness | 0.013698577 |
| Sum | 97232003 |
| Variance | 7055671.7 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 10001 | 1 | < 0.1% |
| 16031 | 1 | < 0.1% |
| 16132 | 1 | < 0.1% |
| 16131 | 1 | < 0.1% |
| 16130 | 1 | < 0.1% |
| 16129 | 1 | < 0.1% |
| 16128 | 1 | < 0.1% |
| 16127 | 1 | < 0.1% |
| 16126 | 1 | < 0.1% |
| 16125 | 1 | < 0.1% |
| Other values (6662) | 6662 |
| Value | Count | Frequency (%) |
| 10001 | 1 | |
| 10003 | 1 | |
| 10005 | 1 | |
| 10006 | 1 | |
| 10007 | 1 | |
| 10008 | 1 | |
| 10009 | 1 | |
| 10010 | 1 | |
| 10011 | 1 | |
| 10012 | 1 |
| Value | Count | Frequency (%) |
| 19190 | 1 | |
| 19188 | 1 | |
| 19186 | 1 | |
| 19184 | 1 | |
| 19183 | 1 | |
| 19182 | 1 | |
| 19181 | 1 | |
| 19180 | 1 | |
| 19177 | 1 | |
| 19175 | 1 |
balance
Real number (ℝ)
| Distinct | 6667 |
|---|---|
| Distinct (%) | 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1421.4681 |
| Minimum | 0 |
|---|---|
| Maximum | 19043.139 |
| Zeros | 6 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 104.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 11.306426 |
| Q1 | 95.633532 |
| median | 653.8763 |
| Q3 | 1819.0748 |
| 95-th percentile | 5703.3562 |
| Maximum | 19043.139 |
| Range | 19043.139 |
| Interquartile range (IQR) | 1723.4412 |
Descriptive statistics
| Standard deviation | 2052.7901 |
|---|---|
| Coefficient of variation (CV) | 1.4441338 |
| Kurtosis | 9.6320128 |
| Mean | 1421.4681 |
| Median Absolute Deviation (MAD) | 610.67437 |
| Skewness | 2.6714897 |
| Sum | 9484035.3 |
| Variance | 4213947.3 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 6 | 0.1% |
| 40.900749 | 1 | < 0.1% |
| 1253.188317 | 1 | < 0.1% |
| 1275.142146 | 1 | < 0.1% |
| 53.583548 | 1 | < 0.1% |
| 18.105265 | 1 | < 0.1% |
| 954.431507 | 1 | < 0.1% |
| 252.717781 | 1 | < 0.1% |
| 1213.551338 | 1 | < 0.1% |
| 1636.518315 | 1 | < 0.1% |
| Other values (6657) | 6657 |
| Value | Count | Frequency (%) |
| 0 | 6 | |
| 0.000199 | 1 | < 0.1% |
| 0.001289 | 1 | < 0.1% |
| 0.004816 | 1 | < 0.1% |
| 0.009684 | 1 | < 0.1% |
| 0.064811 | 1 | < 0.1% |
| 0.065402 | 1 | < 0.1% |
| 0.25571 | 1 | < 0.1% |
| 0.327199 | 1 | < 0.1% |
| 0.41367 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 19043.13856 | 1 | |
| 18495.55855 | 1 | |
| 16304.88925 | 1 | |
| 16259.44857 | 1 | |
| 16115.5964 | 1 | |
| 15532.33972 | 1 | |
| 15258.2259 | 1 | |
| 15244.74865 | 1 | |
| 15155.53286 | 1 | |
| 14411.95798 | 1 |
balance_freq
Real number (ℝ)
| Distinct | 40 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.89250335 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 6 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 104.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.363636 |
| Q1 | 0.909091 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.090909 |
Descriptive statistics
| Standard deviation | 0.21033824 |
|---|---|
| Coefficient of variation (CV) | 0.23567221 |
| Kurtosis | 3.202882 |
| Mean | 0.89250335 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -2.0476324 |
| Sum | 5954.7824 |
| Variance | 0.044242173 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 4711 | |
| 0.909091 | 324 | 4.9% |
| 0.818182 | 228 | 3.4% |
| 0.545455 | 182 | 2.7% |
| 0.727273 | 180 | 2.7% |
| 0.636364 | 171 | 2.6% |
| 0.454545 | 136 | 2.0% |
| 0.363636 | 131 | 2.0% |
| 0.272727 | 118 | 1.8% |
| 0.181818 | 97 | 1.5% |
| Other values (30) | 394 | 5.9% |
| Value | Count | Frequency (%) |
| 0 | 6 | 0.1% |
| 0.090909 | 21 | 0.3% |
| 0.142857 | 1 | < 0.1% |
| 0.166667 | 1 | < 0.1% |
| 0.181818 | 97 | |
| 0.2 | 4 | 0.1% |
| 0.222222 | 2 | < 0.1% |
| 0.25 | 4 | 0.1% |
| 0.272727 | 118 | |
| 0.285714 | 4 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 4711 | |
| 0.909091 | 324 | 4.9% |
| 0.9 | 34 | 0.5% |
| 0.888889 | 38 | 0.6% |
| 0.875 | 36 | 0.5% |
| 0.857143 | 31 | 0.5% |
| 0.833333 | 40 | 0.6% |
| 0.818182 | 228 | 3.4% |
| 0.8 | 17 | 0.3% |
| 0.777778 | 14 | 0.2% |
purchases
Real number (ℝ)
| Distinct | 6015 |
|---|---|
| Distinct (%) | 90.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1327.2852 |
| Minimum | 0 |
|---|---|
| Maximum | 49039.57 |
| Zeros | 3 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 104.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 59 |
| Q1 | 250.69 |
| median | 615.18 |
| Q3 | 1499.955 |
| 95-th percentile | 4627.008 |
| Maximum | 49039.57 |
| Range | 49039.57 |
| Interquartile range (IQR) | 1249.265 |
Descriptive statistics
| Standard deviation | 2382.9188 |
|---|---|
| Coefficient of variation (CV) | 1.7953329 |
| Kurtosis | 92.001509 |
| Mean | 1327.2852 |
| Median Absolute Deviation (MAD) | 458.735 |
| Skewness | 7.4850383 |
| Sum | 8855646.9 |
| Variance | 5678302.2 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 45.65 | 25 | 0.4% |
| 150 | 15 | 0.2% |
| 60 | 13 | 0.2% |
| 200 | 12 | 0.2% |
| 100 | 12 | 0.2% |
| 450 | 12 | 0.2% |
| 600 | 10 | 0.1% |
| 70 | 10 | 0.1% |
| 1000 | 9 | 0.1% |
| 120 | 9 | 0.1% |
| Other values (6005) | 6545 |
| Value | Count | Frequency (%) |
| 0 | 3 | |
| 0.01 | 3 | |
| 0.05 | 1 | < 0.1% |
| 0.24 | 1 | < 0.1% |
| 1 | 2 | |
| 2 | 1 | < 0.1% |
| 4.44 | 1 | < 0.1% |
| 4.8 | 1 | < 0.1% |
| 4.99 | 1 | < 0.1% |
| 6.9 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 49039.57 | 1 | |
| 41050.4 | 1 | |
| 40040.71 | 1 | |
| 38902.71 | 1 | |
| 35131.16 | 1 | |
| 32539.78 | 1 | |
| 31299.35 | 1 | |
| 27957.68 | 1 | |
| 27790.42 | 1 | |
| 26784.62 | 1 |
one_purchases
Real number (ℝ)
| Distinct | 3922 |
|---|---|
| Distinct (%) | 58.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 782.96295 |
| Minimum | 0 |
|---|---|
| Maximum | 40761.25 |
| Zeros | 2149 |
| Zeros (%) | 32.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 104.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 202.745 |
| Q3 | 869.085 |
| 95-th percentile | 3216.3905 |
| Maximum | 40761.25 |
| Range | 40761.25 |
| Interquartile range (IQR) | 869.085 |
Descriptive statistics
| Standard deviation | 1879.5377 |
|---|---|
| Coefficient of variation (CV) | 2.4005449 |
| Kurtosis | 129.72953 |
| Mean | 782.96295 |
| Median Absolute Deviation (MAD) | 202.745 |
| Skewness | 8.9804725 |
| Sum | 5223928.8 |
| Variance | 3532662 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2149 | |
| 45.65 | 43 | 0.6% |
| 50 | 16 | 0.2% |
| 200 | 15 | 0.2% |
| 70 | 12 | 0.2% |
| 150 | 12 | 0.2% |
| 1000 | 12 | 0.2% |
| 100 | 12 | 0.2% |
| 250 | 11 | 0.2% |
| 60 | 10 | 0.1% |
| Other values (3912) | 4380 |
| Value | Count | Frequency (%) |
| 0 | 2149 | |
| 0.01 | 6 | 0.1% |
| 0.02 | 2 | < 0.1% |
| 0.05 | 1 | < 0.1% |
| 0.24 | 1 | < 0.1% |
| 1 | 4 | 0.1% |
| 1.4 | 1 | < 0.1% |
| 2 | 1 | < 0.1% |
| 4.99 | 1 | < 0.1% |
| 5 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 40761.25 | 1 | |
| 40624.06 | 1 | |
| 34087.73 | 1 | |
| 33803.84 | 1 | |
| 26547.43 | 1 | |
| 26514.32 | 1 | |
| 25122.77 | 1 | |
| 24543.52 | 1 | |
| 23032.97 | 1 | |
| 22257.39 | 1 |
install_purchases
Real number (ℝ)
| Distinct | 4340 |
|---|---|
| Distinct (%) | 65.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 544.7149 |
| Minimum | 0 |
|---|---|
| Maximum | 22500 |
| Zeros | 1784 |
| Zeros (%) | 26.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 104.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 240.5 |
| Q3 | 645.19 |
| 95-th percentile | 2020.269 |
| Maximum | 22500 |
| Range | 22500 |
| Interquartile range (IQR) | 645.19 |
Descriptive statistics
| Standard deviation | 1010.72 |
|---|---|
| Coefficient of variation (CV) | 1.8555028 |
| Kurtosis | 78.998699 |
| Mean | 544.7149 |
| Median Absolute Deviation (MAD) | 240.5 |
| Skewness | 6.6334604 |
| Sum | 3634337.8 |
| Variance | 1021555 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1784 | 26.7% |
| 100 | 14 | 0.2% |
| 200 | 13 | 0.2% |
| 125 | 11 | 0.2% |
| 150 | 11 | 0.2% |
| 300 | 10 | 0.1% |
| 75 | 9 | 0.1% |
| 450 | 8 | 0.1% |
| 500 | 8 | 0.1% |
| 270 | 7 | 0.1% |
| Other values (4330) | 4797 |
| Value | Count | Frequency (%) |
| 0 | 1784 | |
| 1.95 | 1 | < 0.1% |
| 4.44 | 1 | < 0.1% |
| 4.8 | 1 | < 0.1% |
| 6.33 | 1 | < 0.1% |
| 7.26 | 1 | < 0.1% |
| 7.67 | 1 | < 0.1% |
| 9.58 | 1 | < 0.1% |
| 9.65 | 1 | < 0.1% |
| 9.68 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 22500 | 1 | |
| 15497.19 | 1 | |
| 14686.1 | 1 | |
| 13184.43 | 1 | |
| 12738.47 | 1 | |
| 12560.85 | 1 | |
| 12541 | 1 | |
| 12375 | 1 | |
| 12235.05 | 1 | |
| 12128.94 | 1 |
cash_adv
Real number (ℝ)
| Distinct | 2243 |
|---|---|
| Distinct (%) | 33.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 694.99841 |
| Minimum | 0 |
|---|---|
| Maximum | 47137.212 |
| Zeros | 4430 |
| Zeros (%) | 66.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 104.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 420.13572 |
| 95-th percentile | 3955.9925 |
| Maximum | 47137.212 |
| Range | 47137.212 |
| Interquartile range (IQR) | 420.13572 |
Descriptive statistics
| Standard deviation | 1895.172 |
|---|---|
| Coefficient of variation (CV) | 2.7268724 |
| Kurtosis | 90.947207 |
| Mean | 694.99841 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.8256608 |
| Sum | 4637029.4 |
| Variance | 3591676.9 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4430 | |
| 4327.398235 | 1 | < 0.1% |
| 2183.782456 | 1 | < 0.1% |
| 1748.234165 | 1 | < 0.1% |
| 1719.993551 | 1 | < 0.1% |
| 708.865975 | 1 | < 0.1% |
| 723.138529 | 1 | < 0.1% |
| 5160.785017 | 1 | < 0.1% |
| 1578.03608 | 1 | < 0.1% |
| 729.174169 | 1 | < 0.1% |
| Other values (2233) | 2233 |
| Value | Count | Frequency (%) |
| 0 | 4430 | |
| 14.222216 | 1 | < 0.1% |
| 18.126683 | 1 | < 0.1% |
| 18.204577 | 1 | < 0.1% |
| 18.280043 | 1 | < 0.1% |
| 18.427395 | 1 | < 0.1% |
| 18.531069 | 1 | < 0.1% |
| 18.561424 | 1 | < 0.1% |
| 18.616675 | 1 | < 0.1% |
| 18.638559 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 47137.21176 | 1 | |
| 29282.10915 | 1 | |
| 27296.48576 | 1 | |
| 26268.69989 | 1 | |
| 20712.67008 | 1 | |
| 20277.33112 | 1 | |
| 19862.87844 | 1 | |
| 19513.47483 | 1 | |
| 18857.05847 | 1 | |
| 17661.49486 | 1 |
purchases_freq
Real number (ℝ)
| Distinct | 47 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.64195484 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 3 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 104.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.083333 |
| Q1 | 0.333333 |
| median | 0.727273 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.666667 |
Descriptive statistics
| Standard deviation | 0.33870784 |
|---|---|
| Coefficient of variation (CV) | 0.52761942 |
| Kurtosis | -1.3775833 |
| Mean | 0.64195484 |
| Median Absolute Deviation (MAD) | 0.272727 |
| Skewness | -0.37771823 |
| Sum | 4283.1227 |
| Variance | 0.114723 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 2126 | |
| 0.083333 | 622 | 9.3% |
| 0.916667 | 391 | 5.9% |
| 0.5 | 390 | 5.8% |
| 0.166667 | 367 | 5.5% |
| 0.833333 | 367 | 5.5% |
| 0.333333 | 349 | 5.2% |
| 0.25 | 328 | 4.9% |
| 0.583333 | 309 | 4.6% |
| 0.666667 | 306 | 4.6% |
| Other values (37) | 1117 |
| Value | Count | Frequency (%) |
| 0 | 3 | < 0.1% |
| 0.083333 | 622 | |
| 0.090909 | 41 | 0.6% |
| 0.1 | 23 | 0.3% |
| 0.111111 | 16 | 0.2% |
| 0.125 | 25 | 0.4% |
| 0.142857 | 22 | 0.3% |
| 0.166667 | 367 | |
| 0.181818 | 15 | 0.2% |
| 0.2 | 17 | 0.3% |
| Value | Count | Frequency (%) |
| 1 | 2126 | |
| 0.916667 | 391 | 5.9% |
| 0.909091 | 28 | 0.4% |
| 0.9 | 23 | 0.3% |
| 0.888889 | 18 | 0.3% |
| 0.875 | 26 | 0.4% |
| 0.857143 | 23 | 0.3% |
| 0.833333 | 367 | 5.5% |
| 0.818182 | 20 | 0.3% |
| 0.8 | 9 | 0.1% |
one_purchases_freq
Real number (ℝ)
| Distinct | 47 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.26652097 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 2149 |
| Zeros (%) | 32.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 104.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.125 |
| Q3 | 0.416667 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.416667 |
Descriptive statistics
| Standard deviation | 0.3168305 |
|---|---|
| Coefficient of variation (CV) | 1.1887639 |
| Kurtosis | 0.069147237 |
| Mean | 0.26652097 |
| Median Absolute Deviation (MAD) | 0.125 |
| Skewness | 1.1537256 |
| Sum | 1778.2279 |
| Variance | 0.10038156 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2149 | |
| 0.083333 | 1057 | |
| 0.166667 | 576 | 8.6% |
| 1 | 469 | 7.0% |
| 0.25 | 408 | 6.1% |
| 0.333333 | 346 | 5.2% |
| 0.416667 | 243 | 3.6% |
| 0.5 | 232 | 3.5% |
| 0.583333 | 197 | 3.0% |
| 0.666667 | 167 | 2.5% |
| Other values (37) | 828 | 12.4% |
| Value | Count | Frequency (%) |
| 0 | 2149 | |
| 0.083333 | 1057 | |
| 0.090909 | 54 | 0.8% |
| 0.1 | 36 | 0.5% |
| 0.111111 | 24 | 0.4% |
| 0.125 | 35 | 0.5% |
| 0.142857 | 33 | 0.5% |
| 0.166667 | 576 | 8.6% |
| 0.181818 | 33 | 0.5% |
| 0.2 | 26 | 0.4% |
| Value | Count | Frequency (%) |
| 1 | 469 | |
| 0.916667 | 151 | 2.3% |
| 0.909091 | 4 | 0.1% |
| 0.9 | 1 | < 0.1% |
| 0.888889 | 2 | < 0.1% |
| 0.875 | 6 | 0.1% |
| 0.857143 | 1 | < 0.1% |
| 0.833333 | 115 | 1.7% |
| 0.818182 | 10 | 0.1% |
| 0.8 | 4 | 0.1% |
purchases_install_freq
Real number (ℝ)
| Distinct | 47 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.47732552 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 1784 |
| Zeros (%) | 26.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 104.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.454545 |
| Q3 | 0.9 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.9 |
Descriptive statistics
| Standard deviation | 0.39158725 |
|---|---|
| Coefficient of variation (CV) | 0.82037778 |
| Kurtosis | -1.575259 |
| Mean | 0.47732552 |
| Median Absolute Deviation (MAD) | 0.454545 |
| Skewness | 0.056451038 |
| Sum | 3184.7158 |
| Variance | 0.15334057 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1784 | |
| 1 | 1297 | |
| 0.416667 | 381 | 5.7% |
| 0.916667 | 340 | 5.1% |
| 0.833333 | 304 | 4.6% |
| 0.5 | 303 | 4.5% |
| 0.166667 | 296 | 4.4% |
| 0.666667 | 290 | 4.3% |
| 0.75 | 284 | 4.3% |
| 0.083333 | 248 | 3.7% |
| Other values (37) | 1145 |
| Value | Count | Frequency (%) |
| 0 | 1784 | |
| 0.083333 | 248 | 3.7% |
| 0.090909 | 10 | 0.1% |
| 0.1 | 5 | 0.1% |
| 0.111111 | 8 | 0.1% |
| 0.125 | 4 | 0.1% |
| 0.142857 | 5 | 0.1% |
| 0.166667 | 296 | 4.4% |
| 0.181818 | 14 | 0.2% |
| 0.2 | 8 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 1297 | |
| 0.916667 | 340 | 5.1% |
| 0.909091 | 25 | 0.4% |
| 0.9 | 18 | 0.3% |
| 0.888889 | 28 | 0.4% |
| 0.875 | 28 | 0.4% |
| 0.857143 | 29 | 0.4% |
| 0.833333 | 304 | 4.6% |
| 0.818182 | 20 | 0.3% |
| 0.8 | 17 | 0.3% |
cash_adv_freq
Real number (ℝ)
| Distinct | 49 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.09656973 |
| Minimum | 0 |
|---|---|
| Maximum | 1.25 |
| Zeros | 4430 |
| Zeros (%) | 66.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 104.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.10277775 |
| 95-th percentile | 0.5 |
| Maximum | 1.25 |
| Range | 1.25 |
| Interquartile range (IQR) | 0.10277775 |
Descriptive statistics
| Standard deviation | 0.18236462 |
|---|---|
| Coefficient of variation (CV) | 1.8884243 |
| Kurtosis | 5.5384845 |
| Mean | 0.09656973 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.324503 |
| Sum | 644.31324 |
| Variance | 0.033256855 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4430 | |
| 0.083333 | 537 | 8.0% |
| 0.166667 | 383 | 5.7% |
| 0.25 | 304 | 4.6% |
| 0.333333 | 229 | 3.4% |
| 0.416667 | 161 | 2.4% |
| 0.5 | 115 | 1.7% |
| 0.583333 | 78 | 1.2% |
| 0.666667 | 66 | 1.0% |
| 0.75 | 40 | 0.6% |
| Other values (39) | 329 | 4.9% |
| Value | Count | Frequency (%) |
| 0 | 4430 | |
| 0.083333 | 537 | 8.0% |
| 0.090909 | 27 | 0.4% |
| 0.1 | 10 | 0.1% |
| 0.111111 | 13 | 0.2% |
| 0.125 | 18 | 0.3% |
| 0.142857 | 21 | 0.3% |
| 0.166667 | 383 | 5.7% |
| 0.181818 | 17 | 0.3% |
| 0.2 | 14 | 0.2% |
| Value | Count | Frequency (%) |
| 1.25 | 1 | < 0.1% |
| 1.166667 | 1 | < 0.1% |
| 1.125 | 1 | < 0.1% |
| 1.1 | 1 | < 0.1% |
| 1.090909 | 1 | < 0.1% |
| 1 | 13 | |
| 0.916667 | 14 | |
| 0.9 | 1 | < 0.1% |
| 0.888889 | 1 | < 0.1% |
| 0.875 | 4 | 0.1% |
cash_adv_TRX
Real number (ℝ)
| Distinct | 57 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.4016787 |
| Minimum | 0 |
|---|---|
| Maximum | 123 |
| Zeros | 4430 |
| Zeros (%) | 66.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 104.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 2 |
| 95-th percentile | 13 |
| Maximum | 123 |
| Range | 123 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 6.2031455 |
|---|---|
| Coefficient of variation (CV) | 2.5828374 |
| Kurtosis | 76.675538 |
| Mean | 2.4016787 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.4188562 |
| Sum | 16024 |
| Variance | 38.479014 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4430 | |
| 1 | 446 | 6.7% |
| 2 | 302 | 4.5% |
| 3 | 212 | 3.2% |
| 4 | 197 | 3.0% |
| 5 | 155 | 2.3% |
| 6 | 138 | 2.1% |
| 7 | 107 | 1.6% |
| 8 | 88 | 1.3% |
| 10 | 87 | 1.3% |
| Other values (47) | 510 | 7.6% |
| Value | Count | Frequency (%) |
| 0 | 4430 | |
| 1 | 446 | 6.7% |
| 2 | 302 | 4.5% |
| 3 | 212 | 3.2% |
| 4 | 197 | 3.0% |
| 5 | 155 | 2.3% |
| 6 | 138 | 2.1% |
| 7 | 107 | 1.6% |
| 8 | 88 | 1.3% |
| 9 | 52 | 0.8% |
| Value | Count | Frequency (%) |
| 123 | 2 | |
| 107 | 1 | |
| 93 | 1 | |
| 71 | 1 | |
| 62 | 1 | |
| 61 | 1 | |
| 52 | 2 | |
| 51 | 1 | |
| 50 | 1 | |
| 49 | 1 |
purchases_trx
Real number (ℝ)
| Distinct | 173 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.458483 |
| Minimum | 0 |
|---|---|
| Maximum | 358 |
| Zeros | 3 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 104.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 5 |
| median | 12 |
| Q3 | 23 |
| 95-th percentile | 67.45 |
| Maximum | 358 |
| Range | 358 |
| Interquartile range (IQR) | 18 |
Descriptive statistics
| Standard deviation | 27.103616 |
|---|---|
| Coefficient of variation (CV) | 1.3928946 |
| Kurtosis | 29.636294 |
| Mean | 19.458483 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 4.3084812 |
| Sum | 129827 |
| Variance | 734.60598 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 606 | 9.1% |
| 12 | 537 | 8.0% |
| 2 | 345 | 5.2% |
| 6 | 340 | 5.1% |
| 3 | 294 | 4.4% |
| 4 | 277 | 4.2% |
| 7 | 265 | 4.0% |
| 8 | 263 | 3.9% |
| 5 | 254 | 3.8% |
| 9 | 240 | 3.6% |
| Other values (163) | 3251 |
| Value | Count | Frequency (%) |
| 0 | 3 | < 0.1% |
| 1 | 606 | |
| 2 | 345 | |
| 3 | 294 | |
| 4 | 277 | |
| 5 | 254 | |
| 6 | 340 | |
| 7 | 265 | |
| 8 | 263 | |
| 9 | 240 | 3.6% |
| Value | Count | Frequency (%) |
| 358 | 1 | |
| 347 | 1 | |
| 344 | 1 | |
| 309 | 1 | |
| 308 | 1 | |
| 298 | 1 | |
| 274 | 1 | |
| 273 | 1 | |
| 254 | 1 | |
| 248 | 2 |
credit_limit
Real number (ℝ)
| Distinct | 194 |
|---|---|
| Distinct (%) | 2.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4659.5116 |
| Minimum | 150 |
|---|---|
| Maximum | 30000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 104.2 KiB |
Quantile statistics
| Minimum | 150 |
|---|---|
| 5-th percentile | 1000 |
| Q1 | 1700 |
| median | 3500 |
| Q3 | 6500 |
| 95-th percentile | 12000 |
| Maximum | 30000 |
| Range | 29850 |
| Interquartile range (IQR) | 4800 |
Descriptive statistics
| Standard deviation | 3752.3247 |
|---|---|
| Coefficient of variation (CV) | 0.80530428 |
| Kurtosis | 2.8045592 |
| Mean | 4659.5116 |
| Median Absolute Deviation (MAD) | 2000 |
| Skewness | 1.5029109 |
| Sum | 31088261 |
| Variance | 14079940 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1000 | 542 | 8.1% |
| 3000 | 517 | 7.7% |
| 1500 | 506 | 7.6% |
| 2500 | 450 | 6.7% |
| 4000 | 397 | 6.0% |
| 1200 | 374 | 5.6% |
| 6000 | 351 | 5.3% |
| 5000 | 301 | 4.5% |
| 2000 | 285 | 4.3% |
| 7500 | 227 | 3.4% |
| Other values (184) | 2722 |
| Value | Count | Frequency (%) |
| 150 | 1 | < 0.1% |
| 200 | 2 | < 0.1% |
| 300 | 11 | 0.2% |
| 400 | 3 | < 0.1% |
| 450 | 6 | 0.1% |
| 500 | 62 | |
| 600 | 17 | 0.3% |
| 650 | 1 | < 0.1% |
| 700 | 13 | 0.2% |
| 750 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 30000 | 2 | < 0.1% |
| 28000 | 1 | < 0.1% |
| 25000 | 1 | < 0.1% |
| 23000 | 2 | < 0.1% |
| 22500 | 1 | < 0.1% |
| 22000 | 1 | < 0.1% |
| 21500 | 2 | < 0.1% |
| 21000 | 2 | < 0.1% |
| 20500 | 1 | < 0.1% |
| 20000 | 10 |
payments
Real number (ℝ)
| Distinct | 6672 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1805.1465 |
| Minimum | 0.056466 |
|---|---|
| Maximum | 50721.483 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 104.2 KiB |
Quantile statistics
| Minimum | 0.056466 |
|---|---|
| 5-th percentile | 139.29313 |
| Q1 | 426.02855 |
| median | 933.47316 |
| Q3 | 2007.3252 |
| 95-th percentile | 6084.4896 |
| Maximum | 50721.483 |
| Range | 50721.427 |
| Interquartile range (IQR) | 1581.2967 |
Descriptive statistics
| Standard deviation | 2955.1548 |
|---|---|
| Coefficient of variation (CV) | 1.637072 |
| Kurtosis | 58.778657 |
| Mean | 1805.1465 |
| Median Absolute Deviation (MAD) | 625.35113 |
| Skewness | 6.1415939 |
| Sum | 12043938 |
| Variance | 8732940.1 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 201.802084 | 1 | < 0.1% |
| 2609.18811 | 1 | < 0.1% |
| 454.888506 | 1 | < 0.1% |
| 1903.279643 | 1 | < 0.1% |
| 2571.573214 | 1 | < 0.1% |
| 826.036748 | 1 | < 0.1% |
| 846.787917 | 1 | < 0.1% |
| 221.798291 | 1 | < 0.1% |
| 904.68554 | 1 | < 0.1% |
| 162.949236 | 1 | < 0.1% |
| Other values (6662) | 6662 |
| Value | Count | Frequency (%) |
| 0.056466 | 1 | |
| 4.523555 | 1 | |
| 4.841543 | 1 | |
| 9.533313 | 1 | |
| 14.500688 | 1 | |
| 16.385421 | 1 | |
| 18.125527 | 1 | |
| 18.208604 | 1 | |
| 18.336805 | 1 | |
| 18.496532 | 1 |
| Value | Count | Frequency (%) |
| 50721.48336 | 1 | |
| 46930.59824 | 1 | |
| 40627.59524 | 1 | |
| 39461.9658 | 1 | |
| 39048.59762 | 1 | |
| 36066.75068 | 1 | |
| 35843.62593 | 1 | |
| 33994.72785 | 1 | |
| 32048.6122 | 1 | |
| 31698.41902 | 1 |
min_pay
Real number (ℝ)
| Distinct | 6672 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 822.0632 |
| Minimum | 0.019163 |
|---|---|
| Maximum | 76406.208 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 104.2 KiB |
Quantile statistics
| Minimum | 0.019163 |
|---|---|
| 5-th percentile | 71.655291 |
| Q1 | 162.10854 |
| median | 246.77096 |
| Q3 | 762.17827 |
| 95-th percentile | 2791.5059 |
| Maximum | 76406.208 |
| Range | 76406.188 |
| Interquartile range (IQR) | 600.06973 |
Descriptive statistics
| Standard deviation | 2293.3004 |
|---|---|
| Coefficient of variation (CV) | 2.7896887 |
| Kurtosis | 307.26847 |
| Mean | 822.0632 |
| Median Absolute Deviation (MAD) | 146.95129 |
| Skewness | 13.807336 |
| Sum | 5484805.7 |
| Variance | 5259226.8 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 139.509787 | 1 | < 0.1% |
| 189.423175 | 1 | < 0.1% |
| 127.731899 | 1 | < 0.1% |
| 174.499877 | 1 | < 0.1% |
| 73.948578 | 1 | < 0.1% |
| 350.661181 | 1 | < 0.1% |
| 150.804339 | 1 | < 0.1% |
| 179.182583 | 1 | < 0.1% |
| 250.871811 | 1 | < 0.1% |
| 184.464721 | 1 | < 0.1% |
| Other values (6662) | 6662 |
| Value | Count | Frequency (%) |
| 0.019163 | 1 | |
| 0.037744 | 1 | |
| 0.05588 | 1 | |
| 0.059481 | 1 | |
| 0.261984 | 1 | |
| 0.319475 | 1 | |
| 1.113027 | 1 | |
| 2.167809 | 1 | |
| 2.891346 | 1 | |
| 3.19794 | 1 |
| Value | Count | Frequency (%) |
| 76406.20752 | 1 | |
| 56370.04117 | 1 | |
| 50260.75947 | 1 | |
| 38512.12477 | 1 | |
| 31871.36379 | 1 | |
| 30528.4324 | 1 | |
| 29019.80288 | 1 | |
| 28483.25483 | 1 | |
| 26873.51595 | 1 | |
| 26378.90782 | 1 |
prc_full_pay
Real number (ℝ)
| Distinct | 47 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.19266806 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 4022 |
| Zeros (%) | 60.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 104.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.25 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.25 |
Descriptive statistics
| Standard deviation | 0.3207963 |
|---|---|
| Coefficient of variation (CV) | 1.6650206 |
| Kurtosis | 0.97538122 |
| Mean | 0.19266806 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.5609776 |
| Sum | 1285.4813 |
| Variance | 0.10291027 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4022 | |
| 1 | 462 | 6.9% |
| 0.083333 | 331 | 5.0% |
| 0.5 | 135 | 2.0% |
| 0.166667 | 129 | 1.9% |
| 0.25 | 128 | 1.9% |
| 0.333333 | 118 | 1.8% |
| 0.090909 | 105 | 1.6% |
| 0.666667 | 78 | 1.2% |
| 0.916667 | 77 | 1.2% |
| Other values (37) | 1087 | 16.3% |
| Value | Count | Frequency (%) |
| 0 | 4022 | |
| 0.083333 | 331 | 5.0% |
| 0.090909 | 105 | 1.6% |
| 0.1 | 70 | 1.0% |
| 0.111111 | 48 | 0.7% |
| 0.125 | 30 | 0.4% |
| 0.142857 | 35 | 0.5% |
| 0.166667 | 129 | 1.9% |
| 0.181818 | 64 | 1.0% |
| 0.2 | 69 | 1.0% |
| Value | Count | Frequency (%) |
| 1 | 462 | |
| 0.916667 | 77 | 1.2% |
| 0.909091 | 19 | 0.3% |
| 0.9 | 16 | 0.2% |
| 0.888889 | 12 | 0.2% |
| 0.875 | 18 | 0.3% |
| 0.857143 | 12 | 0.2% |
| 0.833333 | 62 | 0.9% |
| 0.818182 | 17 | 0.3% |
| 0.8 | 33 | 0.5% |
tenure
Real number (ℝ)
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.586031 |
| Minimum | 6 |
|---|---|
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 104.2 KiB |
Quantile statistics
| Minimum | 6 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 12 |
| median | 12 |
| Q3 | 12 |
| 95-th percentile | 12 |
| Maximum | 12 |
| Range | 6 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.2458667 |
|---|---|
| Coefficient of variation (CV) | 0.10753179 |
| Kurtosis | 9.6961588 |
| Mean | 11.586031 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -3.2414114 |
| Sum | 77302 |
| Variance | 1.5521838 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 12 | 5792 | |
| 11 | 235 | 3.5% |
| 10 | 157 | 2.4% |
| 8 | 127 | 1.9% |
| 6 | 126 | 1.9% |
| 7 | 122 | 1.8% |
| 9 | 113 | 1.7% |
| Value | Count | Frequency (%) |
| 6 | 126 | 1.9% |
| 7 | 122 | 1.8% |
| 8 | 127 | 1.9% |
| 9 | 113 | 1.7% |
| 10 | 157 | 2.4% |
| 11 | 235 | 3.5% |
| 12 | 5792 |
| Value | Count | Frequency (%) |
| 12 | 5792 | |
| 11 | 235 | 3.5% |
| 10 | 157 | 2.4% |
| 9 | 113 | 1.7% |
| 8 | 127 | 1.9% |
| 7 | 122 | 1.8% |
| 6 | 126 | 1.9% |
unit_price
Real number (ℝ)
| Distinct | 6025 |
|---|---|
| Distinct (%) | 90.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 3 |
| Infinite (%) | < 0.1% |
| Mean | inf |
| Minimum | 0 |
|---|---|
| Maximum | inf |
| Zeros | 3 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 104.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.003696115 |
| Q1 | 0.010572824 |
| median | 0.018010402 |
| Q3 | 0.030105673 |
| 95-th percentile | 0.06555368 |
| Maximum | inf |
| Range | inf |
| Interquartile range (IQR) | 0.01953285 |
Descriptive statistics
| Standard deviation | nan |
|---|---|
| Coefficient of variation (CV) | nan |
| Kurtosis | nan |
| Mean | inf |
| Median Absolute Deviation (MAD) | 0.0088803843 |
| Skewness | nan |
| Sum | inf |
| Variance | nan |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.02 | 26 | 0.4% |
| 0.02190580504 | 25 | 0.4% |
| 0.01666666667 | 19 | 0.3% |
| 0.025 | 15 | 0.2% |
| 0.04 | 15 | 0.2% |
| 0.01 | 14 | 0.2% |
| 0.05 | 11 | 0.2% |
| 0.01111111111 | 11 | 0.2% |
| 0.02857142857 | 10 | 0.1% |
| 0.005 | 10 | 0.1% |
| Other values (6015) | 6516 |
| Value | Count | Frequency (%) |
| 0 | 3 | |
| 0.0001671774868 | 1 | < 0.1% |
| 0.0003846153846 | 1 | < 0.1% |
| 0.0003962847512 | 1 | < 0.1% |
| 0.0005 | 2 | |
| 0.0005333333333 | 1 | < 0.1% |
| 0.0005361803797 | 1 | < 0.1% |
| 0.0005524861878 | 1 | < 0.1% |
| 0.0005851375073 | 1 | < 0.1% |
| 0.0006283380459 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| inf | 3 | |
| 100 | 3 | |
| 20 | 1 | < 0.1% |
| 1.428571429 | 3 | |
| 1 | 3 | |
| 0.6756756757 | 1 | < 0.1% |
| 0.5 | 1 | < 0.1% |
| 0.3592814371 | 1 | < 0.1% |
| 0.350140056 | 1 | < 0.1% |
| 0.2732240437 | 1 | < 0.1% |
gross_revenue
Real number (ℝ)
| Distinct | 6265 |
|---|---|
| Distinct (%) | 93.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 3 |
| Infinite (%) | < 0.1% |
| Mean | inf |
| Minimum | 0 |
|---|---|
| Maximum | inf |
| Zeros | 3 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 104.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.008034411 |
| Q1 | 0.070168055 |
| median | 0.21758425 |
| Q3 | 0.51634428 |
| 95-th percentile | 1.8722218 |
| Maximum | inf |
| Range | inf |
| Interquartile range (IQR) | 0.44617623 |
Descriptive statistics
| Standard deviation | nan |
|---|---|
| Coefficient of variation (CV) | nan |
| Kurtosis | nan |
| Mean | inf |
| Median Absolute Deviation (MAD) | 0.17794016 |
| Skewness | nan |
| Sum | inf |
| Variance | nan |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.02190580504 | 25 | 0.4% |
| 0.02 | 12 | 0.2% |
| 0.2 | 10 | 0.1% |
| 0.01666666667 | 9 | 0.1% |
| 0.12 | 8 | 0.1% |
| 0.05 | 7 | 0.1% |
| 0.03333333333 | 7 | 0.1% |
| 0.01 | 7 | 0.1% |
| 0.005 | 6 | 0.1% |
| 0.25 | 6 | 0.1% |
| Other values (6255) | 6575 |
| Value | Count | Frequency (%) |
| 0 | 3 | |
| 0.0003846153846 | 1 | < 0.1% |
| 0.0005 | 2 | |
| 0.0005015324603 | 1 | < 0.1% |
| 0.0005524861878 | 1 | < 0.1% |
| 0.0005851375073 | 1 | < 0.1% |
| 0.0006666666667 | 1 | < 0.1% |
| 0.0006711409396 | 1 | < 0.1% |
| 0.0006896551724 | 2 | |
| 0.0006928422467 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| inf | 3 | |
| 100 | 3 | |
| 34.34295741 | 1 | < 0.1% |
| 29.13183922 | 1 | < 0.1% |
| 25.78673544 | 1 | < 0.1% |
| 21.55746674 | 1 | < 0.1% |
| 20 | 1 | < 0.1% |
| 19.33165961 | 1 | < 0.1% |
| 17.77398204 | 1 | < 0.1% |
| 17.14285714 | 3 |
| id | balance | balance_freq | purchases | one_purchases | install_purchases | cash_adv | purchases_freq | one_purchases_freq | purchases_install_freq | cash_adv_freq | cash_adv_TRX | purchases_trx | credit_limit | payments | min_pay | prc_full_pay | tenure | unit_price | gross_revenue | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 10001 | 40.900749 | 0.818182 | 95.40 | 0.00 | 95.40 | 0.0 | 0.166667 | 0.000000 | 0.083333 | 0.0 | 0 | 2 | 1000.0 | 201.802084 | 139.509787 | 0.0 | 12 | 0.020964 | 0.041929 |
| 2 | 10003 | 2495.148862 | 1.000000 | 773.17 | 773.17 | 0.00 | 0.0 | 1.000000 | 1.000000 | 0.000000 | 0.0 | 0 | 12 | 7500.0 | 622.066742 | 627.284787 | 0.0 | 12 | 0.015521 | 0.186246 |
| 4 | 10005 | 817.714335 | 1.000000 | 16.00 | 16.00 | 0.00 | 0.0 | 0.083333 | 0.083333 | 0.000000 | 0.0 | 0 | 1 | 1200.0 | 678.334763 | 244.791237 | 0.0 | 12 | 0.062500 | 0.062500 |
| 5 | 10006 | 1809.828751 | 1.000000 | 1333.28 | 0.00 | 1333.28 | 0.0 | 0.666667 | 0.000000 | 0.583333 | 0.0 | 0 | 8 | 1800.0 | 1400.057770 | 2407.246035 | 0.0 | 12 | 0.006000 | 0.048002 |
| 6 | 10007 | 627.260806 | 1.000000 | 7091.01 | 6402.63 | 688.38 | 0.0 | 1.000000 | 1.000000 | 1.000000 | 0.0 | 0 | 64 | 13500.0 | 6354.314328 | 198.065894 | 1.0 | 12 | 0.009026 | 0.577633 |
| 7 | 10008 | 1823.652743 | 1.000000 | 436.20 | 0.00 | 436.20 | 0.0 | 1.000000 | 0.000000 | 1.000000 | 0.0 | 0 | 12 | 2300.0 | 679.065082 | 532.033990 | 0.0 | 12 | 0.027510 | 0.330124 |
| 8 | 10009 | 1014.926473 | 1.000000 | 861.49 | 661.49 | 200.00 | 0.0 | 0.333333 | 0.083333 | 0.250000 | 0.0 | 0 | 5 | 7000.0 | 688.278568 | 311.963409 | 0.0 | 12 | 0.005804 | 0.029019 |
| 9 | 10010 | 152.225975 | 0.545455 | 1281.60 | 1281.60 | 0.00 | 0.0 | 0.166667 | 0.166667 | 0.000000 | 0.0 | 0 | 3 | 11000.0 | 1164.770591 | 100.302262 | 0.0 | 12 | 0.002341 | 0.007022 |
| 10 | 10011 | 1293.124939 | 1.000000 | 920.12 | 0.00 | 920.12 | 0.0 | 1.000000 | 0.000000 | 1.000000 | 0.0 | 0 | 12 | 1200.0 | 1083.301007 | 2172.697765 | 0.0 | 12 | 0.013042 | 0.156501 |
| 11 | 10012 | 630.794744 | 0.818182 | 1492.18 | 1492.18 | 0.00 | 0.0 | 0.250000 | 0.250000 | 0.000000 | 0.0 | 0 | 6 | 2000.0 | 705.618627 | 155.549069 | 0.0 | 12 | 0.004021 | 0.024126 |
| id | balance | balance_freq | purchases | one_purchases | install_purchases | cash_adv | purchases_freq | one_purchases_freq | purchases_install_freq | cash_adv_freq | cash_adv_TRX | purchases_trx | credit_limit | payments | min_pay | prc_full_pay | tenure | unit_price | gross_revenue | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8934 | 19175 | 20.260716 | 0.833333 | 110.50 | 0.00 | 110.50 | 0.000000 | 0.666667 | 0.000000 | 0.500000 | 0.000000 | 0 | 4 | 1500.0 | 161.476789 | 65.936751 | 0.50 | 6 | 0.036199 | 0.144796 |
| 8936 | 19177 | 108.977282 | 1.000000 | 712.50 | 0.00 | 712.50 | 0.000000 | 1.000000 | 0.000000 | 0.833333 | 0.000000 | 0 | 6 | 1000.0 | 605.716356 | 86.868595 | 0.75 | 6 | 0.008421 | 0.050526 |
| 8939 | 19180 | 728.352548 | 1.000000 | 734.40 | 734.40 | 0.00 | 239.891038 | 0.333333 | 0.333333 | 0.000000 | 0.166667 | 2 | 2 | 1000.0 | 72.530037 | 110.950798 | 0.00 | 6 | 0.002723 | 0.005447 |
| 8940 | 19181 | 130.838554 | 1.000000 | 591.24 | 0.00 | 591.24 | 0.000000 | 1.000000 | 0.000000 | 0.833333 | 0.000000 | 0 | 6 | 1000.0 | 475.523262 | 82.771320 | 1.00 | 6 | 0.010148 | 0.060889 |
| 8941 | 19182 | 5967.475270 | 0.833333 | 214.55 | 0.00 | 214.55 | 8555.409326 | 0.833333 | 0.000000 | 0.666667 | 0.666667 | 13 | 5 | 9000.0 | 966.202912 | 861.949906 | 0.00 | 6 | 0.023305 | 0.116523 |
| 8942 | 19183 | 40.829749 | 1.000000 | 113.28 | 0.00 | 113.28 | 0.000000 | 1.000000 | 0.000000 | 0.833333 | 0.000000 | 0 | 6 | 1000.0 | 94.488828 | 86.283101 | 0.25 | 6 | 0.052966 | 0.317797 |
| 8943 | 19184 | 5.871712 | 0.500000 | 20.90 | 20.90 | 0.00 | 0.000000 | 0.166667 | 0.166667 | 0.000000 | 0.000000 | 0 | 1 | 500.0 | 58.644883 | 43.473717 | 0.00 | 6 | 0.047847 | 0.047847 |
| 8945 | 19186 | 28.493517 | 1.000000 | 291.12 | 0.00 | 291.12 | 0.000000 | 1.000000 | 0.000000 | 0.833333 | 0.000000 | 0 | 6 | 1000.0 | 325.594462 | 48.886365 | 0.50 | 6 | 0.020610 | 0.123660 |
| 8947 | 19188 | 23.398673 | 0.833333 | 144.40 | 0.00 | 144.40 | 0.000000 | 0.833333 | 0.000000 | 0.666667 | 0.000000 | 0 | 5 | 1000.0 | 81.270775 | 82.418369 | 0.25 | 6 | 0.034626 | 0.173130 |
| 8949 | 19190 | 372.708075 | 0.666667 | 1093.25 | 1093.25 | 0.00 | 127.040008 | 0.666667 | 0.666667 | 0.000000 | 0.333333 | 2 | 23 | 1200.0 | 63.165404 | 88.288956 | 0.00 | 6 | 0.021038 | 0.483878 |